ADVERSARIAL REGISTRATION METHOD AND APPARATUS, COMPUTER DEVICE AND STORAGE MEDIUM

An adversarial registration method and apparatus, a computer device and a storage medium. The method comprises: acquiring a medical imaging image and a corresponding anatomically segmented image, and preprocessing the medical imaging image and the anatomically segmented image to obtain a data set, t...

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Hauptverfasser: ZOU, Wenlan, LUO, Yi, CAO, Wenming
Format: Patent
Sprache:chi ; eng ; fre
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Zusammenfassung:An adversarial registration method and apparatus, a computer device and a storage medium. The method comprises: acquiring a medical imaging image and a corresponding anatomically segmented image, and preprocessing the medical imaging image and the anatomically segmented image to obtain a data set, the anatomically segmented image comprising at least one anatomically segmented image region (S101); performing learning on a registration network and a discriminant network by using the data set (S102); constructing a first loss function for the registration network according to output results of the registration network and the discriminant network, and constructing a second loss function for the discriminant network by means of the adversarial learning of the discriminant network and the registration network (S103); and performing feedback optimization on the registration network and the discriminant network by using the first loss function and the second loss function respectively, and performing registration pr